Michael clutched the crumpled newspaper, his knuckles white. The headline screamed across the front page: “Literary Giant Accused of Plagiarism.” Underneath, a photo of Arthur Finch. The author. His author. Michael, a simple bookstore clerk, had devoured Finch's work for years, finding solace and inspiration in the words. Now, it was alleged Finch had lifted entire passages from a struggling, unknown writer - Michael.

He slowly lowered himself into a chair, the room tilting slightly. The familiar scent of old paper and ink usually comforted him, but now it felt suffocating. He reread the accusations, each word a cold, hard slap. He tried to think, but his thoughts scattered like startled birds. He felt a deep, hollow ache spread through him. It was a physical sensation, like a vacuum had been created inside his chest.

“No,” he finally breathed, the word a small, lost sound.

Emotion: dumbstruck

Cluster: Surprise / Confusion
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.71

Role in Research

This story is one of 1,000 stories generated for the emotion dumbstruck. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dumbstruck stories, after denoising with neutral dialogue baselines, produces the dumbstruck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dumbstruck vector is projected through the unembedding matrix.

Promoted:
будто0.326
не0.285
😶0.275
仿佛0.267
依旧0.258
Suppressed:
enthusi-0.278
la-0.264
K-0.260
wholeheartedly-0.255
-0.254